Dr. Victor Rodriguez-Fernandez

Assistant Professor

Dr. Victor Rodriguez-Fernandez is an assistant professor in the school of computer systems engineering of Universidad Politécnica de Madrid (UPM). He holds a Ph.D. in computer science at the Autonomous University of Madrid. Currently, he is part of the Applied Intelligence and Data Analysis (AIDA) research group at UPM, where he is involved with several projects funded by the European Commission. His research interests revolve around practical applications of deep learning, with a special emphasis on time series data.

  • Process-aware Analytics Support based on Conceptual Models for Event Logs (PACMEL)
    Scope: International
    Start date: April 1, 2019
    End date: April 1, 2021



  • Caracterización inteligente de la veracidad de información asociada a la COVID-19 (CIVIC)
    Scope: Industrial
    Start date: October 10, 2020
    End date: October 10, 2022



  • Tracking disinformation in Online Social Networks through Deep Natural Language Processing (DisTrack)
    Scope: Industrial
    Start date: November 1, 2021
    End date: December 31, 2022



  • Situational Awareness Virtual EnviRonment (SAVIER)
    Scope: Industrial
    Start date: June 1, 2013
    End date: December 31, 2017



  • Stardust Reloaded (Stardust-R)
    Scope: International
    Start date: January 1, 2019
    End date: June 30, 2023



2022

Stevenson, Emma; Rodriguez-Fernandez, Victor; Minisci, Edmondo; Camacho, David

A deep learning approach to solar radio flux forecasting Journal Article

In: Acta Astronautica, vol. 193, pp. 595-606, 2022, ISSN: 0094-5765.

Abstract | Links | BibTeX

2020

Ramirez-Atencia, Cristian; Rodriguez-Fernandez, Victor; Camacho, David

A revision on multi-criteria decision making methods for multi-UAV mission planning support Journal Article

In: Expert Systems with Applications, vol. 160, pp. 113708, 2020, ISSN: 0957-4174.

Abstract | Links | BibTeX

2017

Rodríguez-Fernández, Víctor; Menéndez, Héctor D; Camacho, David

A study on performance metrics and clustering methods for analyzing behavior in UAV operations Journal Article

In: Journal of Intelligent and Fuzzy Systems, vol. 32, no. 2, pp. 1307–1319, 2017.

Links | BibTeX

Rodríguez-Fernández, Víctor; Menéndez, Héctor D; Camacho, David

Analysing temporal performance profiles of UAV operators using time series clustering Journal Article

In: Expert Systems with Applications, vol. 70, pp. 103–118, 2017, ISSN: 0957-4174.

Links | BibTeX

Rodríguez-Fernández, Víctor; Gonzalez-Pardo, Antonio; Camacho, David

Automatic Procedure Following Evaluation using Petri Net-based Workflows Journal Article

In: IEEE Transactions on Industrial Informatics, vol. In press, 2017.

BibTeX

Rodríguez-Fernández, Víctor; Gonzalez-Pardo, Antonio; Camacho, David

Modelling Behaviour in UAV Operations Using Higher Order Double Chain Markov Models Journal Article

In: IEEE Computational Intelligence Magazine, vol. 12, no. 4, pp. 28–37, 2017.

Links | BibTeX

2016

Rodríguez-Fernández, Víctor; Menéndez, Héctor D; Camacho, David

Automatic profile generation for UAV operators using a simulation-based training environment Journal Article

In: Progress in Artificial Intelligence, vol. 5, no. 1, pp. 37–46, 2016, ISSN: 2192-6352.

Links | BibTeX

2022

Stevenson, Emma; Rodriguez-Fernandez, Victor; Urrutxua, Hodei; Camacho, David

Deep learning for all-vs-all conjunction detection Inproceedings

In: 5th Workshop on Key Topics in Orbit Propagation Applied to Space Situational Awareness (KePASSA), Logroño, Spain, 2022.

Abstract | BibTeX

2021

Stevenson, Emma; Rodriguez-Fernandez, Victor; Urrutxua, Hodei; Morand, Vincent; Camacho, David

Self-supervised machine learning based approach to orbit modelling applied to space traffic management Inproceedings

In: 11th International Association for the Advancement of Space Safety Conference (IAASS), (Virtual), Osaka, Japan, 2021.

Abstract | BibTeX

Stevenson, Emma; Rodriguez-Fernandez, Victor; Urrutxua, Hodei; Morand, Vincent; Camacho, David

Artificial Intelligence for All vs. All Conjunction Screening Inproceedings

In: 8th European Conference on Space Debris (ECSD), (Virtual), Darmstadt, Germany, 2021.

Abstract | Links | BibTeX

2020

Stevenson, Emma; Rodriguez-Fernandez, Victor; Minisci, Edmondo; Camacho, David

A deep learning approach to space weather proxy forecasting for orbital prediction Inproceedings

In: 71st International Astronautical Congress (IAC), The CyberSpace Edition, 2020.

Abstract | Links | BibTeX

2019

Rodriguez-Fernandez, Victor

Extensions of Hidden Markov Models for supporting instructors in the analysis of training operations in an Unmanned Aircraft System Inproceedings

In: 2019 First International Conference on Societal Automation (SA), pp. 1–7, IEEE, Krakow, Poland, 2019, ISBN: 978-1-72813-345-4.

Links | BibTeX

2018

Ramirez-Atencia, Cristian; Rodriguez-Fernandez, Victor; Camacho, David

A multi-criteria decision support system for multi-UAV mission planning Incollection

In: Data Science and Knowledge Engineering for Sensing Decision Support, vol. 11, pp. 1083–1090, World Scientific, 2018, ISBN: 978-981-3273-22-1.

Abstract | Links | BibTeX

Rodriguez-Fernández, Victor; González-Pardo, Antonio; Camacho, David

Inteligencia Artificial aplicada al análisis de entrenamiento en operaciones con UAVs Inproceedings

In: Actas V Congreso Nacional de i+d en Defensa y Seguridad, pp. 1491–1498, Ministerio de Defensa. Secretaría General Técnica., Toledo, España, 2018, ISBN: 978-84-9091-357-4.

BibTeX

Vasile, Massimiliano; Rodriguez-Fernandez, Victor; Serra, Romain; Camacho, David; Riccardi, Annalisa

Artificial intelligence in support to space traffic management Inproceedings

In: Proceedings of the International Astronautical Congress, IAC, pp. 3843–3856, International Astronautical Federation, Adelaide, Australia, 2018, ISBN: 978-1-5108-5537-3, (Publisher: International Astronautical Federation (IAF)).

Abstract | BibTeX

2017

Ramírez-Atencia, Cristian; Rodríguez-Fernández, Víctor; Gonzalez-Pardo, Antonio; Camacho, David

New Artificial Intelligence approaches for future UAV Ground Control Stations Inproceedings

In: 2017 IEEE Congress on Evolutionary Computation, CEC 2017, Donostia, San Sebastián, Spain, June 5-8, 2017, pp. 2775–2782, IEEE, 2017, ISBN: 978-1-5090-4601-0.

Links | BibTeX

2016

Rodríguez-Fernández, Víctor; Gonzalez-Pardo, Antonio; Camacho, David

A Method for Building Predictive HSMMs in Interactive Environments Inproceedings

In: 2016 IEEE Congress on Evolutionary Computation (CEC), pp. 3146–3153, IEEE IEEE, 2016.

Links | BibTeX

Rodríguez-Fernández, Víctor; Gonzalez-Pardo, Antonio; Camacho, David

Finding behavioral patterns of UAV operators using Multichannel Hidden Markov Models Inproceedings

In: 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016, Athens, Greece, December 6-9, 2016, pp. 1–8, IEEE, 2016, ISBN: 978-1-5090-4240-1.

Links | BibTeX

Suárez, Óscar Manuel Losada; Rodríguez-Fernández, Víctor; Ramírez-Atencia, Cristian; Camacho, David

Desarrollo de una plataforma basada en Unity3D para la aplicación de IA en videojuegos Inproceedings

In: 3rd Congreso de la Sociedad Española para las Ciencias del Videojuego (CoSECiVi 2016), pp. 135–146, CEUR Workshop, Barcelona, Spain, 2016, ISSN: 16130073.

Abstract | Links | BibTeX

2015

Rodríguez-Fernández, Víctor; Gonzalez-Pardo, Antonio; Camacho, David

Modeling the Behavior of Unskilled Users in a Multi-UAV Simulation Environment Incollection

In: Intelligent Data Engineering and Automated Learning–IDEAL 2015, pp. 441–448, Springer International Publishing, 2015.

Abstract | Links | BibTeX

Rodríguez-Fernández, Víctor; Menéndez, Héctor D; Camacho, David

Diseño de un Simulador de Bajo Coste para Vehículos Aéreos no Tripulados Inproceedings

In: Actas del X Congreso español sobre metaheurísticas, algoritmos evolutivos y bioinspirados: MAEB, pp. 447-454, Mérida, Cáceres, 2015, ISBN: 978-84-697-2150-6.

Abstract | Links | BibTeX

Rodriguez-Fernández, Victor; Ramirez-Atencia, Cristian; Camacho, David

A Summary of Player Assessment in a Multi-UAV Mission Planning Serious Game Inproceedings

In: 2nd Congreso de la Sociedad Espa~nola para las Ciencias del Videojuego (CoSeCiVi 2015), 2015.

BibTeX

Rodríguez-Fernández, Víctor; Menéndez, Héctor D; Camacho, David

User Profile Analysis for UAV Operators in a Simulation Environment Inproceedings

In: Computational Collective Intelligence – 7th International Conference, ICCCI 2015, Madrid, Spain, September 21-23, 2015. Proceedings, Part I, pp. 338–347, 2015.

Abstract | Links | BibTeX

Rodriguez-Fernandez, Victor; Menendez, Hector D; Camacho, David

Design and development of a lightweight multi-UAV simulator Inproceedings

In: Cybernetics (CYBCONF), 2015 IEEE 2nd International Conference on, pp. 255–260, IEEE 2015.

Abstract | Links | BibTeX

Rodriguez-Fernandez, Victor; Ramirez-Atencia, Cristian; Camacho, David

A multi-UAV Mission Planning videogame-based framework for player analysis Inproceedings

In: Evolutionary Computation (CEC), 2015 IEEE Congress on, pp. 1490–1497, IEEE 2015.

Abstract | Links | BibTeX

2015

Rodriguez-Fernandez, Victor

Development of a Multi-UAV Simulator to Analyze the Behavior of Operators in Coastal Surveillance Missions Masters Thesis

2015.

BibTeX

  • 2015 International Symposium on INnovations in Intelligent SysTems and Applications
    Type: Conference
    Date: September 2, 2015 – September 4, 2015
    Location: Madrid


  • 19th International Conference on Intelligent Data Engineering and Automated Learning
    Type: Conference
    Date: November 21, 2018 – November 23, 2018
    Location: Madrid